{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9ad7c8d2-a459-4965-9b0f-dd52c960d090",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "      <th>D</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2000-01-03</th>\n",
       "      <td>-0.876612</td>\n",
       "      <td>-0.920349</td>\n",
       "      <td>-0.880185</td>\n",
       "      <td>2.278491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-04</th>\n",
       "      <td>-0.219450</td>\n",
       "      <td>1.133717</td>\n",
       "      <td>0.028063</td>\n",
       "      <td>-0.594759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-05</th>\n",
       "      <td>0.009447</td>\n",
       "      <td>0.420370</td>\n",
       "      <td>-0.136748</td>\n",
       "      <td>-1.102545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-06</th>\n",
       "      <td>0.234204</td>\n",
       "      <td>-1.211399</td>\n",
       "      <td>-0.885331</td>\n",
       "      <td>1.031512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-07</th>\n",
       "      <td>-0.736728</td>\n",
       "      <td>-1.387234</td>\n",
       "      <td>-0.534392</td>\n",
       "      <td>1.804891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-10</th>\n",
       "      <td>2.146206</td>\n",
       "      <td>-0.202822</td>\n",
       "      <td>-0.244259</td>\n",
       "      <td>-0.899079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-11</th>\n",
       "      <td>1.131964</td>\n",
       "      <td>0.425665</td>\n",
       "      <td>0.513905</td>\n",
       "      <td>-0.416981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-12</th>\n",
       "      <td>-0.060674</td>\n",
       "      <td>-1.180253</td>\n",
       "      <td>-1.069366</td>\n",
       "      <td>-0.499700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-13</th>\n",
       "      <td>-0.422458</td>\n",
       "      <td>1.096799</td>\n",
       "      <td>-0.787720</td>\n",
       "      <td>-1.060671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-14</th>\n",
       "      <td>-2.358944</td>\n",
       "      <td>-0.710551</td>\n",
       "      <td>0.229553</td>\n",
       "      <td>1.766724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-17</th>\n",
       "      <td>-0.254598</td>\n",
       "      <td>0.312937</td>\n",
       "      <td>-0.696438</td>\n",
       "      <td>0.852654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-18</th>\n",
       "      <td>-0.724641</td>\n",
       "      <td>1.088353</td>\n",
       "      <td>0.416825</td>\n",
       "      <td>0.553513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-19</th>\n",
       "      <td>0.992663</td>\n",
       "      <td>-0.976268</td>\n",
       "      <td>-1.659892</td>\n",
       "      <td>-1.668269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-20</th>\n",
       "      <td>2.053209</td>\n",
       "      <td>-2.480252</td>\n",
       "      <td>-0.900449</td>\n",
       "      <td>0.735011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-21</th>\n",
       "      <td>-0.545209</td>\n",
       "      <td>-1.826550</td>\n",
       "      <td>-0.400851</td>\n",
       "      <td>2.898492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-24</th>\n",
       "      <td>1.389715</td>\n",
       "      <td>-1.397382</td>\n",
       "      <td>0.586032</td>\n",
       "      <td>1.344906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-25</th>\n",
       "      <td>-0.459330</td>\n",
       "      <td>1.281255</td>\n",
       "      <td>0.006097</td>\n",
       "      <td>-0.838448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-26</th>\n",
       "      <td>-1.278796</td>\n",
       "      <td>0.584329</td>\n",
       "      <td>0.400792</td>\n",
       "      <td>1.451793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-27</th>\n",
       "      <td>-1.149971</td>\n",
       "      <td>0.210614</td>\n",
       "      <td>-0.628770</td>\n",
       "      <td>-0.098593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-28</th>\n",
       "      <td>1.124231</td>\n",
       "      <td>0.817777</td>\n",
       "      <td>2.260932</td>\n",
       "      <td>-0.568672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-31</th>\n",
       "      <td>-0.290321</td>\n",
       "      <td>-0.654156</td>\n",
       "      <td>0.474336</td>\n",
       "      <td>-0.609937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-02-01</th>\n",
       "      <td>-1.506651</td>\n",
       "      <td>0.522771</td>\n",
       "      <td>-0.519682</td>\n",
       "      <td>-0.565075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-02-02</th>\n",
       "      <td>0.225357</td>\n",
       "      <td>0.004239</td>\n",
       "      <td>-0.069564</td>\n",
       "      <td>0.712317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-02-03</th>\n",
       "      <td>0.117406</td>\n",
       "      <td>-0.861559</td>\n",
       "      <td>-0.424790</td>\n",
       "      <td>0.167891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-02-04</th>\n",
       "      <td>1.346965</td>\n",
       "      <td>0.755708</td>\n",
       "      <td>1.484581</td>\n",
       "      <td>0.168262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-02-07</th>\n",
       "      <td>0.287175</td>\n",
       "      <td>0.142076</td>\n",
       "      <td>0.401596</td>\n",
       "      <td>1.475749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-02-08</th>\n",
       "      <td>-1.945369</td>\n",
       "      <td>-0.678895</td>\n",
       "      <td>0.570253</td>\n",
       "      <td>1.086135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-02-09</th>\n",
       "      <td>0.645068</td>\n",
       "      <td>0.207851</td>\n",
       "      <td>-0.765543</td>\n",
       "      <td>0.021846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-02-10</th>\n",
       "      <td>0.549957</td>\n",
       "      <td>-0.893545</td>\n",
       "      <td>-2.107121</td>\n",
       "      <td>0.334065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-02-11</th>\n",
       "      <td>1.729483</td>\n",
       "      <td>-1.840243</td>\n",
       "      <td>-0.414507</td>\n",
       "      <td>0.183272</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   A         B         C         D\n",
       "2000-01-03 -0.876612 -0.920349 -0.880185  2.278491\n",
       "2000-01-04 -0.219450  1.133717  0.028063 -0.594759\n",
       "2000-01-05  0.009447  0.420370 -0.136748 -1.102545\n",
       "2000-01-06  0.234204 -1.211399 -0.885331  1.031512\n",
       "2000-01-07 -0.736728 -1.387234 -0.534392  1.804891\n",
       "2000-01-10  2.146206 -0.202822 -0.244259 -0.899079\n",
       "2000-01-11  1.131964  0.425665  0.513905 -0.416981\n",
       "2000-01-12 -0.060674 -1.180253 -1.069366 -0.499700\n",
       "2000-01-13 -0.422458  1.096799 -0.787720 -1.060671\n",
       "2000-01-14 -2.358944 -0.710551  0.229553  1.766724\n",
       "2000-01-17 -0.254598  0.312937 -0.696438  0.852654\n",
       "2000-01-18 -0.724641  1.088353  0.416825  0.553513\n",
       "2000-01-19  0.992663 -0.976268 -1.659892 -1.668269\n",
       "2000-01-20  2.053209 -2.480252 -0.900449  0.735011\n",
       "2000-01-21 -0.545209 -1.826550 -0.400851  2.898492\n",
       "2000-01-24  1.389715 -1.397382  0.586032  1.344906\n",
       "2000-01-25 -0.459330  1.281255  0.006097 -0.838448\n",
       "2000-01-26 -1.278796  0.584329  0.400792  1.451793\n",
       "2000-01-27 -1.149971  0.210614 -0.628770 -0.098593\n",
       "2000-01-28  1.124231  0.817777  2.260932 -0.568672\n",
       "2000-01-31 -0.290321 -0.654156  0.474336 -0.609937\n",
       "2000-02-01 -1.506651  0.522771 -0.519682 -0.565075\n",
       "2000-02-02  0.225357  0.004239 -0.069564  0.712317\n",
       "2000-02-03  0.117406 -0.861559 -0.424790  0.167891\n",
       "2000-02-04  1.346965  0.755708  1.484581  0.168262\n",
       "2000-02-07  0.287175  0.142076  0.401596  1.475749\n",
       "2000-02-08 -1.945369 -0.678895  0.570253  1.086135\n",
       "2000-02-09  0.645068  0.207851 -0.765543  0.021846\n",
       "2000-02-10  0.549957 -0.893545 -2.107121  0.334065\n",
       "2000-02-11  1.729483 -1.840243 -0.414507  0.183272"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df = pd.DataFrame(pd.util.testing.getTimeSeriesData())\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "239bee50-a6c8-491b-b5d1-8116d336b799",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 281,
       "width": 370
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dae523cd-484d-415a-9584-7cb19e2ec0e1",
   "metadata": {},
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